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Phylogenomics and the Diversity and Diversification of Microbes Jonathan A. Eisen UC Davis Calacademy Talk December 16, 2010 1 Monday, November 26, 12

Phylogenomics and the diversity and the diversification of microbes

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Page 1: Phylogenomics and the diversity and the diversification of microbes

Phylogenomics and the Diversity and Diversification of Microbes

Jonathan A. EisenUC Davis

Calacademy TalkDecember 16, 2010

1Monday, November 26, 12

Page 2: Phylogenomics and the diversity and the diversification of microbes

Phylogenomics of Novelty

Origin of New Functions and

Processes

Species Evolution

Genome Dynamics

•New genes•Changes in old genes•Changes in pathways

•Phylogenetic history•Vertical vs. horizontal descent•Needed to track gain/loss of processes, infer convergence

•Evolvability•Repair and recombination processes•Intragenomic variation

Monday, November 26, 12

Page 3: Phylogenomics and the diversity and the diversification of microbes

Phylogenomic Analysis

• Evolutionary reconstructions greatly improve genome analyses

• Genome analysis greatly improves evolutionary reconstructions

• There is a feedback loop such that these should be integrated

3Monday, November 26, 12

Page 4: Phylogenomics and the diversity and the diversification of microbes

Outline

• Introduction• Phylogenomic Tales

– Selecting genomes for sequencing– Species evolution– Predicting functions of genes– Uncultured microbes

4Monday, November 26, 12

Page 5: Phylogenomics and the diversity and the diversification of microbes

Outline

• Introductino• Phylogenomic Tales

– Selecting genomes for sequencing– Species evolution– Predicting functions of genes– Uncultured microbes

• All of these going to be told in context of a recent project “A Genomic Encyclopedia of Bacteria and Archaea” (aka GEBA)

5Monday, November 26, 12

Page 6: Phylogenomics and the diversity and the diversification of microbes

Fleischmann et al. 1995 6

Monday, November 26, 12

Page 7: Phylogenomics and the diversity and the diversification of microbes

Whole Genome Shotgun Sequencing

7Monday, November 26, 12

Page 8: Phylogenomics and the diversity and the diversification of microbes

Whole Genome Shotgun Sequencing

7Monday, November 26, 12

Page 9: Phylogenomics and the diversity and the diversification of microbes

Whole Genome Shotgun Sequencing

Warner Brothers, Inc.

7Monday, November 26, 12

Page 10: Phylogenomics and the diversity and the diversification of microbes

Whole Genome Shotgun Sequencing

shotgun

Warner Brothers, Inc.

7Monday, November 26, 12

Page 11: Phylogenomics and the diversity and the diversification of microbes

Whole Genome Shotgun Sequencing

shotgun

Warner Brothers, Inc.

7Monday, November 26, 12

Page 12: Phylogenomics and the diversity and the diversification of microbes

Whole Genome Shotgun Sequencing

shotgun

sequenceWarner Brothers, Inc.

7Monday, November 26, 12

Page 13: Phylogenomics and the diversity and the diversification of microbes

Whole Genome Shotgun Sequencing

shotgun

sequenceWarner Brothers, Inc.

7Monday, November 26, 12

Page 14: Phylogenomics and the diversity and the diversification of microbes

Assemble Fragments

8Monday, November 26, 12

Page 15: Phylogenomics and the diversity and the diversification of microbes

Assemble Fragments

sequencer output

8Monday, November 26, 12

Page 16: Phylogenomics and the diversity and the diversification of microbes

Assemble Fragments

sequencer output

8Monday, November 26, 12

Page 17: Phylogenomics and the diversity and the diversification of microbes

Assemble Fragments

sequencer output

assemble fragments

8Monday, November 26, 12

Page 18: Phylogenomics and the diversity and the diversification of microbes

Assemble Fragments

sequencer output

assemble fragments

Closure &

Annotation

8Monday, November 26, 12

Page 19: Phylogenomics and the diversity and the diversification of microbes

From http://genomesonline.org 9Monday, November 26, 12

Page 20: Phylogenomics and the diversity and the diversification of microbes

10Monday, November 26, 12

Page 21: Phylogenomics and the diversity and the diversification of microbes

11Monday, November 26, 12

Page 22: Phylogenomics and the diversity and the diversification of microbes

12Monday, November 26, 12

Page 23: Phylogenomics and the diversity and the diversification of microbes

Human commensals

13Monday, November 26, 12

Page 24: Phylogenomics and the diversity and the diversification of microbes

Genome Sequences Have Revolutionized Microbiology

• Predictions of metabolic processes

• Better vaccine and drug design

• New insights into mechanisms of evolution

• Genomes serve as template for functional studies

• New enzymes and materials for engineering and synthetic biology

14Monday, November 26, 12

Page 25: Phylogenomics and the diversity and the diversification of microbes

From http://genomesonline.org 15Monday, November 26, 12

Page 26: Phylogenomics and the diversity and the diversification of microbes

rRNA Tree of Life

FIgure from Barton, Eisen et al. “Evolution”, CSHL Press.

Based on tree from Pace NR, 2003.

Archaea

Eukaryotes

Bacteria

Monday, November 26, 12

Page 27: Phylogenomics and the diversity and the diversification of microbes

Acidobacteria

Bacteroides

Fibrobacteres

Gemmimonas

Verrucomicrobia

Planctomycetes

Chloroflexi

Proteobacteria

Chlorobi

FirmicutesFusobacteria Actinobacteria

Cyanobacteria

Chlamydia

Spriochaetes

Deinococcus-Thermus

Aquificae

Thermotogae

TM6OS-K

Termite GroupOP8

Marine GroupAWS3

OP9

NKB19

OP3

OP10

TM7

OP1OP11

Nitrospira

SynergistesDeferribacteres

Thermudesulfobacteria

Chrysiogenetes

Thermomicrobia

Dictyoglomus

Coprothmermobacter

• At least 40 phyla of bacteria

As of 2002

Based on Hugenholtz, 2002 17

Monday, November 26, 12

Page 28: Phylogenomics and the diversity and the diversification of microbes

Acidobacteria

Bacteroides

Fibrobacteres

Gemmimonas

Verrucomicrobia

Planctomycetes

Chloroflexi

Proteobacteria

Chlorobi

FirmicutesFusobacteria Actinobacteria

Cyanobacteria

Chlamydia

Spriochaetes

Deinococcus-Thermus

Aquificae

Thermotogae

TM6OS-K

Termite GroupOP8

Marine GroupAWS3

OP9

NKB19

OP3

OP10

TM7

OP1OP11

Nitrospira

SynergistesDeferribacteres

Thermudesulfobacteria

Chrysiogenetes

Thermomicrobia

Dictyoglomus

Coprothmermobacter

• At least 40 phyla of bacteria

• Genome sequences are mostly from three phyla

As of 2002

Based on Hugenholtz, 2002 18

Monday, November 26, 12

Page 29: Phylogenomics and the diversity and the diversification of microbes

Acidobacteria

Bacteroides

Fibrobacteres

Gemmimonas

Verrucomicrobia

Planctomycetes

Chloroflexi

Proteobacteria

Chlorobi

FirmicutesFusobacteria Actinobacteria

Cyanobacteria

Chlamydia

Spriochaetes

Deinococcus-Thermus

Aquificae

Thermotogae

TM6OS-K

Termite GroupOP8

Marine GroupAWS3

OP9

NKB19

OP3

OP10

TM7

OP1OP11

Nitrospira

SynergistesDeferribacteres

Thermudesulfobacteria

Chrysiogenetes

Thermomicrobia

Dictyoglomus

Coprothmermobacter

• At least 40 phyla of bacteria

• Genome sequences are mostly from three phyla

• Some other phyla are only sparsely sampled

As of 2002

Based on Hugenholtz, 2002 19

Monday, November 26, 12

Page 30: Phylogenomics and the diversity and the diversification of microbes

Acidobacteria

Bacteroides

Fibrobacteres

Gemmimonas

Verrucomicrobia

Planctomycetes

Chloroflexi

Proteobacteria

Chlorobi

FirmicutesFusobacteria Actinobacteria

Cyanobacteria

Chlamydia

Spriochaetes

Deinococcus-Thermus

Aquificae

Thermotogae

TM6OS-K

Termite GroupOP8

Marine GroupAWS3

OP9

NKB19

OP3

OP10

TM7

OP1OP11

Nitrospira

SynergistesDeferribacteres

Thermudesulfobacteria

Chrysiogenetes

Thermomicrobia

Dictyoglomus

Coprothmermobacter

• At least 40 phyla of bacteria

• Genome sequences are mostly from three phyla

• Some other phyla are only sparsely sampled

Based on Hugenholtz, 2002

2002

Monday, November 26, 12

Page 31: Phylogenomics and the diversity and the diversification of microbes

Need for Tree Guidance Well Established

• Common approach within some eukaryotic groups

• Many small projects funded to fill in some bacterial or archaeal gaps

• Phylogenetic gaps in bacterial and archaeal projects commonly lamented in literature

21Monday, November 26, 12

Page 32: Phylogenomics and the diversity and the diversification of microbes

Acidobacteria

Bacteroides

Fibrobacteres

Gemmimonas

Verrucomicrobia

Planctomycetes

Chloroflexi

Proteobacteria

Chlorobi

FirmicutesFusobacteria Actinobacteria

Cyanobacteria

Chlamydia

Spriochaetes

Deinococcus-Thermus

Aquificae

Thermotogae

TM6OS-K

Termite GroupOP8

Marine GroupAWS3

OP9

NKB19

OP3

OP10

TM7

OP1OP11

Nitrospira

SynergistesDeferribacteres

Thermudesulfobacteria

Chrysiogenetes

Thermomicrobia

Dictyoglomus

Coprothmermobacter

• At least 40 phyla of bacteria

• Genome sequences are mostly from three phyla

• Some other phyla are only sparsely sampled

• Solution I: sequence more phyla

• NSF-funded Tree of Life Project

• A genome from each of eight phyla

Eisen & Ward, PIs22

Monday, November 26, 12

Page 33: Phylogenomics and the diversity and the diversification of microbes

Phylum

Species selected

Chrysiogenes

Chrysiogenes arsenatis (GCA)

Coprothermobacter

Coprothermobacter proteolyticus (GCBP)

Dictyoglomi

Dictyoglomus thermophilum (GD T )

Thermodesulfobacteria

Thermodesulfobacterium commune (GTC)

Nitrospirae

Thermodesulfovibrio yellowstonii (GTY)

Thermomicrobia

Thermomicrobium roseum (GTR )

Deferribacteres

Geovibrio thiophilus (GGT)

Synergistes

Synergistes jonesii (GSJ)

Organisms Selected

23Monday, November 26, 12

Page 34: Phylogenomics and the diversity and the diversification of microbes

Bacterial aTOL Project AIMS

• Improve resolution of deep branches in the bacterial tree

• Launch biological studies of these phyla

• Leverage data for interpreting environmental surveys

24Monday, November 26, 12

Page 35: Phylogenomics and the diversity and the diversification of microbes

Monday, November 26, 12

Page 36: Phylogenomics and the diversity and the diversification of microbes

Acidobacteria

Bacteroides

Fibrobacteres

Gemmimonas

Verrucomicrobia

Planctomycetes

Chloroflexi

Proteobacteria

Chlorobi

FirmicutesFusobacteria Actinobacteria

Cyanobacteria

Chlamydia

Spriochaetes

Deinococcus-Thermus

Aquificae

Thermotogae

TM6OS-K

Termite GroupOP8

Marine GroupAWS3

OP9

NKB19

OP3

OP10

TM7

OP1OP11

Nitrospira

SynergistesDeferribacteres

Thermudesulfobacteria

Chrysiogenetes

Thermomicrobia

Dictyoglomus

Coprothmermobacter

• At least 40 phyla of bacteria

• Genome sequences are mostly from three phyla

• Some other phyla are only sparsely sampled

• Still highly biased in terms of the tree

• NSF-funded Tree of Life Project

• A genome from each of eight phyla

Eisen & Ward, PIs

Monday, November 26, 12

Page 37: Phylogenomics and the diversity and the diversification of microbes

Major Lineages of Actinobacteria2.5.1 Acidimicrobidae2.5.1.1 Unclassified2.5.1.2 "Microthrixineae2.5.1.3 Acidimicrobineae2.5.1.4 BD2-102.5.1.5 EB10172.5.2 Actinobacteridae2.5.2.1 Unclassified2.5.2.10 Ellin306/WR1602.5.2.11 Ellin50122.5.2.12 Ellin50342.5.2.13 Frankineae2.5.2.14 Glycomyces2.5.2.15 Intrasporangiaceae2.5.2.16 Kineosporiaceae2.5.2.17 Microbacteriaceae2.5.2.18 Micrococcaceae2.5.2.19 Micromonosporaceae2.5.2.2 Actinomyces2.5.2.20 Propionibacterineae2.5.2.21 Pseudonocardiaceae2.5.2.22 Streptomycineae2.5.2.23 Streptosporangineae2.5.2.3 Actinomycineae2.5.2.4 Actinosynnemataceae2.5.2.5 Bifidobacteriaceae2.5.2.6 Brevibacteriaceae2.5.2.7 Cellulomonadaceae2.5.2.8 Corynebacterineae2.5.2.9 Dermabacteraceae2.5.3 Coriobacteridae2.5.3.1 Unclassified2.5.3.2 Atopobiales2.5.3.3 Coriobacteriales2.5.3.4 Eggerthellales2.5.4 OPB412.5.5 PK12.5.6 Rubrobacteridae2.5.6.1 Unclassified2.5.6.2 "Thermoleiphilaceae2.5.6.3 MC472.5.6.4 Rubrobacteraceae

2.5 Actinobacteria2.5.1 Acidimicrobidae2.5.1.1 Unclassified2.5.1.2 "Microthrixineae2.5.1.3 Acidimicrobineae2.5.1.3.1 Unclassified2.5.1.3.2 Acidimicrobiaceae2.5.1.4 BD2-102.5.1.5 EB10172.5.2 Actinobacteridae2.5.2.1 Unclassified2.5.2.10 Ellin306/WR1602.5.2.11 Ellin50122.5.2.12 Ellin50342.5.2.13 Frankineae2.5.2.13.1 Unclassified2.5.2.13.2 Acidothermaceae2.5.2.13.3 Ellin60902.5.2.13.4 Frankiaceae2.5.2.13.5 Geodermatophilaceae2.5.2.13.6 Microsphaeraceae2.5.2.13.7 Sporichthyaceae2.5.2.14 Glycomyces2.5.2.15 Intrasporangiaceae2.5.2.15.1 Unclassified2.5.2.15.2 Dermacoccus2.5.2.15.3 Intrasporangiaceae2.5.2.16 Kineosporiaceae2.5.2.17 Microbacteriaceae2.5.2.17.1 Unclassified2.5.2.17.2 Agrococcus2.5.2.17.3 Agromyces2.5.2.18 Micrococcaceae2.5.2.19 Micromonosporaceae2.5.2.2 Actinomyces2.5.2.20 Propionibacterineae2.5.2.20.1 Unclassified2.5.2.20.2 Kribbella2.5.2.20.3 Nocardioidaceae2.5.2.20.4 Propionibacteriaceae2.5.2.21 Pseudonocardiaceae2.5.2.22 Streptomycineae2.5.2.22.1 Unclassified2.5.2.22.2 Kitasatospora2.5.2.22.3 Streptacidiphilus2.5.2.23 Streptosporangineae2.5.2.23.1 Unclassified2.5.2.23.2 Ellin51292.5.2.23.3 Nocardiopsaceae2.5.2.23.4 Streptosporangiaceae2.5.2.23.5 Thermomonosporaceae2.5.2.3 Actinomycineae2.5.2.4 Actinosynnemataceae2.5.2.5 Bifidobacteriaceae2.5.2.6 Brevibacteriaceae2.5.2.7 Cellulomonadaceae2.5.2.8 Corynebacterineae2.5.2.8.1 Unclassified2.5.2.8.2 Corynebacteriaceae2.5.2.8.3 Dietziaceae2.5.2.8.4 Gordoniaceae2.5.2.8.5 Mycobacteriaceae2.5.2.8.6 Rhodococcus2.5.2.8.7 Rhodococcus2.5.2.8.8 Rhodococcus2.5.2.9 Dermabacteraceae2.5.2.9.1 Unclassified2.5.2.9.2 Brachybacterium2.5.2.9.3 Dermabacter2.5.3 Coriobacteridae2.5.3.1 Unclassified2.5.3.2 Atopobiales2.5.3.3 Coriobacteriales2.5.3.4 Eggerthellales2.5.4 OPB412.5.5 PK12.5.6 Rubrobacteridae2.5.6.1 Unclassified2.5.6.2 "Thermoleiphilaceae2.5.6.2.1 Unclassified2.5.6.2.2 Conexibacter2.5.6.2.3 XGE5142.5.6.3 MC472.5.6.4 Rubrobacteraceae

27Monday, November 26, 12

Page 38: Phylogenomics and the diversity and the diversification of microbes

Acidobacteria

Bacteroides

Fibrobacteres

Gemmimonas

Verrucomicrobia

Planctomycetes

Chloroflexi

Proteobacteria

Chlorobi

FirmicutesFusobacteria Actinobacteria

Cyanobacteria

Chlamydia

Spriochaetes

Deinococcus-Thermus

Aquificae

Thermotogae

TM6OS-K

Termite GroupOP8

Marine GroupAWS3

OP9

NKB19

OP3

OP10

TM7

OP1OP11

Nitrospira

SynergistesDeferribacteres

Thermudesulfobacteria

Chrysiogenetes

Thermomicrobia

Dictyoglomus

Coprothmermobacter

• At least 40 phyla of bacteria

• Genome sequences are mostly from three phyla

• Some other phyla are only sparsely sampled

• Same trend in Archaea

• NSF-funded Tree of Life Project

• A genome from each of eight phyla

Eisen & Ward, PIs

Monday, November 26, 12

Page 39: Phylogenomics and the diversity and the diversification of microbes

Acidobacteria

Bacteroides

Fibrobacteres

Gemmimonas

Verrucomicrobia

Planctomycetes

Chloroflexi

Proteobacteria

Chlorobi

FirmicutesFusobacteria Actinobacteria

Cyanobacteria

Chlamydia

Spriochaetes

Deinococcus-Thermus

Aquificae

Thermotogae

TM6OS-K

Termite GroupOP8

Marine GroupAWS3

OP9

NKB19

OP3

OP10

TM7

OP1OP11

Nitrospira

SynergistesDeferribacteres

Thermudesulfobacteria

Chrysiogenetes

Thermomicrobia

Dictyoglomus

Coprothmermobacter

• At least 40 phyla of bacteria

• Genome sequences are mostly from three phyla

• Some other phyla are only sparsely sampled

• Same trend in Eukaryotes

• NSF-funded Tree of Life Project

• A genome from each of eight phyla

Eisen & Ward, PIs

Monday, November 26, 12

Page 40: Phylogenomics and the diversity and the diversification of microbes

Acidobacteria

Bacteroides

Fibrobacteres

Gemmimonas

Verrucomicrobia

Planctomycetes

Chloroflexi

Proteobacteria

Chlorobi

FirmicutesFusobacteria Actinobacteria

Cyanobacteria

Chlamydia

Spriochaetes

Deinococcus-Thermus

Aquificae

Thermotogae

TM6OS-K

Termite GroupOP8

Marine GroupAWS3

OP9

NKB19

OP3

OP10

TM7

OP1OP11

Nitrospira

SynergistesDeferribacteres

Thermudesulfobacteria

Chrysiogenetes

Thermomicrobia

Dictyoglomus

Coprothmermobacter

• At least 40 phyla of bacteria

• Genome sequences are mostly from three phyla

• Some other phyla are only sparsely sampled

• Same trend in Viruses

• NSF-funded Tree of Life Project

• A genome from each of eight phyla

Eisen & Ward, PIs

Monday, November 26, 12

Page 41: Phylogenomics and the diversity and the diversification of microbes

• At least 40 phyla of bacteria

• Genome sequences are mostly from three phyla

• Some other phyla are only sparsely sampled

• Solution: Really Fill in the Tree

• GEBA• A genomic

encyclopedia of bacteria and archaea

Eisen & Ward, PIs

Acidobacteria

Bacteroides

Fibrobacteres

Gemmimonas

Verrucomicrobia

Planctomycetes

Chloroflexi

Proteobacteria

Chlorobi

FirmicutesFusobacteria Actinobacteria

Cyanobacteria

Chlamydia

Spriochaetes

Deinococcus-Thermus

Aquificae

Thermotogae

TM6OS-K

Termite GroupOP8

Marine GroupAWS3

OP9

NKB19

OP3

OP10

TM7

OP1OP11

Nitrospira

SynergistesDeferribacteres

Thermudesulfobacteria

Chrysiogenetes

Thermomicrobia

Dictyoglomus

Coprothmermobacter

Monday, November 26, 12

Page 42: Phylogenomics and the diversity and the diversification of microbes

http://www.jgi.doe.gov/programs/GEBA/pilot.html 32Monday, November 26, 12

Page 43: Phylogenomics and the diversity and the diversification of microbes

GEBA Pilot Project Overview

• Identify major branches in rRNA tree for which no genomes are available

• Identify those with a cultured representative in DSMZ

• DSMZ grew > 200 of these and prepped DNA• Sequence and finish 100+ (covering breadth of

bacterial/archaea diversity)• Annotate, analyze, release data• Assess benefits of tree guided sequencing• 1st paper Wu et al in Nature Dec 2009

Monday, November 26, 12

Page 44: Phylogenomics and the diversity and the diversification of microbes

GEBA Pilot Project: Components• Project overview (Phil Hugenholtz, Nikos Kyrpides, Jonathan

Eisen, Eddy Rubin, Jim Bristow)• Project management (David Bruce, Eileen Dalin, Lynne Goodwin)• Culture collection and DNA prep (DSMZ, Hans-Peter Klenk)• Sequencing and closure (Eileen Dalin, Susan Lucas, Alla Lapidus,

Mat Nolan, Alex Copeland, Cliff Han, Feng Chen, Jan-Fang Cheng)• Annotation and data release (Nikos Kyrpides, Victor Markowitz, et

al)• Analysis (Dongying Wu, Kostas Mavrommatis, Martin Wu, Victor

Kunin, Neil Rawlings, Ian Paulsen, Patrick Chain, Patrik D’Haeseleer, Sean Hooper, Iain Anderson, Amrita Pati, Natalia N. Ivanova, Athanasios Lykidis, Adam Zemla)

• Adopt a microbe education project (Cheryl Kerfeld)• Outreach (David Gilbert)• $$$ (DOE, Eddy Rubin, Jim Bristow) 34

Monday, November 26, 12

Page 45: Phylogenomics and the diversity and the diversification of microbes

GEBA Phylogenomic Lesson 1

The rRNA Tree of Life is a Useful Tool for Identifying Phylogenetically Novel

Genomes

35Monday, November 26, 12

Page 46: Phylogenomics and the diversity and the diversification of microbes

rRNA Tree of Life

FIgure from Barton, Eisen et al. “Evolution”, CSHL Press.

Based on tree from Pace NR, 2003.

Archaea

Eukaryotes

Bacteria

Monday, November 26, 12

Page 47: Phylogenomics and the diversity and the diversification of microbes

Network of Life

Figure from Barton, Eisen et al. “Evolution”, CSHL Press.

Based on tree from Pace NR, 2003.

Archaea

Eukaryotes

Bacteria

Monday, November 26, 12

Page 48: Phylogenomics and the diversity and the diversification of microbes

“Whole Genome” Concatenation Tree w/ AMPHORA

http://bobcat.genomecenter.ucdavis.edu/AMPHORA/See Wu and Eisen, Genome Biology 2008 9: R151

Monday, November 26, 12

Page 49: Phylogenomics and the diversity and the diversification of microbes

Compare PD in Trees

Monday, November 26, 12

Page 50: Phylogenomics and the diversity and the diversification of microbes

40Monday, November 26, 12

Page 51: Phylogenomics and the diversity and the diversification of microbes

PD of rRNA, Genome Trees Similar

From Wu et al. 2009 Nature 462, 1056-1060

Monday, November 26, 12

Page 52: Phylogenomics and the diversity and the diversification of microbes

GEBA Phylogenomic Lesson 2

rRNA Tree is good but not perfectand better genomic sampling improves

phylogenetic inference

42Monday, November 26, 12

Page 53: Phylogenomics and the diversity and the diversification of microbes

16s Says Hyphomonas is in Rhodobacteriales

Badger et al. 2005

43Monday, November 26, 12

Page 54: Phylogenomics and the diversity and the diversification of microbes

WGT and individual gene trees:Its Related to Caulobacterales

Badger et al. 2005

44Monday, November 26, 12

Page 55: Phylogenomics and the diversity and the diversification of microbes

GEBA Phylogenomic Lesson 3

Phylogeny-driven genome selection helps discover new genetic diversity

Monday, November 26, 12

Page 56: Phylogenomics and the diversity and the diversification of microbes

Network of Life

FIgure from Barton, Eisen et al. “Evolution”, CSHL Press.

Based on tree from Pace NR, 2003.

Archaea

Eukaryotes

Bacteria

Monday, November 26, 12

Page 57: Phylogenomics and the diversity and the diversification of microbes

Protein Family Rarefaction Curves

• Take data set of multiple complete genomes• Identify all protein families using MCL• Plot # of genomes vs. # of protein families

Monday, November 26, 12

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Page 63: Phylogenomics and the diversity and the diversification of microbes

Synapomorphies exist

Monday, November 26, 12

Page 64: Phylogenomics and the diversity and the diversification of microbes

Structural Novelty

• Of the 17000 protein families in the GEBA56, 1800 are novel in sequence (Wu)

• Structural modeling suggests many are structurally novel too (D'haeseleer)

• 372 being crystallized by the PSI (Kerfeld)

Monday, November 26, 12

Page 65: Phylogenomics and the diversity and the diversification of microbes

Phylogenetic Distribution Novelty: Bacterial Actin Related Protein

Haliangium ochraceum DSM 14365 Patrik D’haeseleer, Adam Zemla, Victor Kunin

A. cliftonii  gi14269497U. pertusa  gi50355609

C. boidinii  gi57157304S. cerevisiae  gi14318479L. starkeyi  gi166080363 S. japonicus  gi213407080

H. sapiens  gi4501889M. cerebralis  gi46326807

C. cinerea  gi169844021N. crassa  gi85101929I. scapularis  gi215507378 H. sapiens  gi5031569

S. japonicus  gi213404844S. cerevisiae  gi6320175D. melanogaster  gi24642545G. gallus  gi45382569C. neoformans  gi58266690S. cerevisiae  gi6322525D. melanogaster  gi17737543H. sapiens  gi5031573 H. ochraceum  gi227395998

P. patens  gi168051992 A. thaliana  gi18394608 

S. cerevisiae  gi1008244 

D. melanogaster  gi17737347

D. hansenii gi218511921S. cerevisiae  gi6323114

S. japonicus  gi213408393 S. cerevisiae  gi1301932

D. discoideum  gi66802418

O. sativa  gi182657420 A. thaliana gi1841 1737

D. melanogater  gi19920358M. musculus  gi226246593

99

67

100100

65

100

100

75

100

100

51

9973

10097

94100

74

100

87

100

0.5 

ACTIN

ARP1

ARP2

ARP3

BARP

ARP4

ARP5

ARP6

ARP7

ARP10

See also Guljamow et al. 2007 Current Biology.

Monday, November 26, 12

Page 66: Phylogenomics and the diversity and the diversification of microbes

GEBA Phylogenomic Lesson 4

Phylogeny driven genome selection (and phylogenetics in general) improves genome annotation

52Monday, November 26, 12

Page 67: Phylogenomics and the diversity and the diversification of microbes

Predicting Function

• Key step in genome projects• More accurate predictions help guide

experimental and computational analyses• Many diverse approaches• All improved both by “phylogenomic” type

analyses that integrate evolutionary reconstructions and understanding of how new functions evolve

53Monday, November 26, 12

Page 68: Phylogenomics and the diversity and the diversification of microbes

Most/All Functional Prediction Improves w/ Better Phylogenetic Sampling

• Took 56 GEBA genomes and compared results vs. 56 randomly sampled new genomes

• Better definition of protein family sequence “patterns”• Greatly improves “comparative” and “evolutionary”

based predictions• Conversion of hypothetical into conserved hypotheticals• Linking distantly related members of protein families• Improved non-homology predictionKostas

MavrommatisNatalia Ivanova

Thanos Lykidis

Nikos Kyrpides

Iain Anderson

Monday, November 26, 12

Page 69: Phylogenomics and the diversity and the diversification of microbes

GEBA Phylogenomic Lesson 4

Metadata and individual genome papers important

55Monday, November 26, 12

Page 70: Phylogenomics and the diversity and the diversification of microbes

SIGS http://standardsingenomics.org/

56Monday, November 26, 12

Page 71: Phylogenomics and the diversity and the diversification of microbes

GEBA Phylogenomic Lesson 5

Improves analysis of genome data from uncultured organisms

57Monday, November 26, 12

Page 72: Phylogenomics and the diversity and the diversification of microbes

Great Plate Count Anomaly

Culturing Microscope

CountCount

58Monday, November 26, 12

Page 73: Phylogenomics and the diversity and the diversification of microbes

Great Plate Count Anomaly

Culturing Microscope

CountCount <<<<

59Monday, November 26, 12

Page 74: Phylogenomics and the diversity and the diversification of microbes

Great Plate Count Anomaly

Culturing Microscope

CountCount <<<<

DNA

60Monday, November 26, 12

Page 75: Phylogenomics and the diversity and the diversification of microbes

PCR Saves the Day

61Monday, November 26, 12

Page 76: Phylogenomics and the diversity and the diversification of microbes

rRNA Phylotyping• Collect DNA from

environment• PCR amplify rRNA

genes using broad (so-called universal) primers

• Sequence• Align to others• Infer evolutionary tree• Unknowns “identified”

by placement on tree• Some use BLAST, but

not as good as phylogeny62

Monday, November 26, 12

Page 77: Phylogenomics and the diversity and the diversification of microbes

Uses of rRNA sequences

The Hidden Majority Richness estimates

Bohannan and Hughes 2003

Hugenholtz 2002

63Monday, November 26, 12

Page 78: Phylogenomics and the diversity and the diversification of microbes

rRNA: A Phylogenetic Anchor to Determine Who’s Out There

Eisen et al. 199264

Monday, November 26, 12

Page 79: Phylogenomics and the diversity and the diversification of microbes

rRNA: A Phylogenetic Anchor to Determine Who’s Out There

Eisen et al. 199264

Monday, November 26, 12

Page 80: Phylogenomics and the diversity and the diversification of microbes

rRNA: A Phylogenetic Anchor to Determine Who’s Out There

Eisen et al. 199264

Monday, November 26, 12

Page 81: Phylogenomics and the diversity and the diversification of microbes

rRNA: A Phylogenetic Anchor to Determine Who’s Out There

Eisen et al. 1992

Biology not similar enough 64

Monday, November 26, 12

Page 82: Phylogenomics and the diversity and the diversification of microbes

Metagenomics

shotgun

clone

Monday, November 26, 12

Page 83: Phylogenomics and the diversity and the diversification of microbes

66Monday, November 26, 12

Page 84: Phylogenomics and the diversity and the diversification of microbes

Example I: Phylotyping with rRNA and other genes

67Monday, November 26, 12

Page 85: Phylogenomics and the diversity and the diversification of microbes

0

0.1250

0.2500

0.3750

0.5000

Alphapro

teobacteria

Betap

roteobacteria

Gamm

aproteobacteria

Epsilo

nproteobacteria

Deltapro

teobacteria

Cyanobacteria

Firmicutes

Actinobacteria

Chlorobi

CFB

Chloroflexi

Spirochaetes

Fusobacteria

Deinococcus-Th

ermus

Euryarchaeota

Crenarchaeota

Sargasso Phylotypes

Wei

ghte

d %

of C

lone

s

Major Phylogenetic Group

EFGEFTuHSP70RecARpoBrRNA

Shotgun Sequencing Allows Use of Other Markers

Venter et al., 200468

Monday, November 26, 12

Page 86: Phylogenomics and the diversity and the diversification of microbes

0

0.1250

0.2500

0.3750

0.5000

Alphapro

teobacteria

Betap

roteobacteria

Gamm

aproteobacteria

Epsilo

nproteobacteria

Deltapro

teobacteria

Cyanobacteria

Firmicutes

Actinobacteria

Chlorobi

CFB

Chloroflexi

Spirochaetes

Fusobacteria

Deinococcus-Th

ermus

Euryarchaeota

Crenarchaeota

Sargasso Phylotypes

Wei

ghte

d %

of C

lone

s

Major Phylogenetic Group

EFGEFTuHSP70RecARpoBrRNA

Shotgun Sequencing Allows Use of Other Markers

Venter et al., 2004

Cannot be done without good sampling of genomes

69Monday, November 26, 12

Page 87: Phylogenomics and the diversity and the diversification of microbes

Example II: Binning

70Monday, November 26, 12

Page 88: Phylogenomics and the diversity and the diversification of microbes

Metagenomics Challenge

Monday, November 26, 12

Page 89: Phylogenomics and the diversity and the diversification of microbes

ABCDEFG

TUVWXYZ

Binning challenge

72Monday, November 26, 12

Page 90: Phylogenomics and the diversity and the diversification of microbes

Glassy Winged Sharpshooter

• Feeds on xylem sap

• Vector for Pierce’s Disease

• Potential bioterror agent

73Monday, November 26, 12

Page 91: Phylogenomics and the diversity and the diversification of microbes

Xylem and Phloem

From Lodish et al. 2000

74Monday, November 26, 12

Page 93: Phylogenomics and the diversity and the diversification of microbes

Sharpshooter Shotgun Sequencing

shotgun

Wu et al. 2006 PLoS Biology 4: e188.Collaboration with Nancy Moran’s lab 76

Monday, November 26, 12

Page 95: Phylogenomics and the diversity and the diversification of microbes

No Amino-Acid Synthesis

78Monday, November 26, 12

Page 96: Phylogenomics and the diversity and the diversification of microbes

79Monday, November 26, 12

Page 97: Phylogenomics and the diversity and the diversification of microbes

80Monday, November 26, 12

Page 98: Phylogenomics and the diversity and the diversification of microbes

???????

80Monday, November 26, 12

Page 99: Phylogenomics and the diversity and the diversification of microbes

Commonly Used Binning MethodsDid not Work Well

• Assembly– Only Baumannia generated good contigs

• Depth of coverage– Everything else 0-1X coverage

• Nucleotide composition– No detectible peaks in any vector we looked at

81Monday, November 26, 12

Page 100: Phylogenomics and the diversity and the diversification of microbes

CFB Phyla

82Monday, November 26, 12

Page 103: Phylogenomics and the diversity and the diversification of microbes

Wu et al. 2006 PLoS Biology 4: e188.

Baumannia makes vitamins and cofactors

Sulcia makes amino acids

85Monday, November 26, 12

Page 104: Phylogenomics and the diversity and the diversification of microbes

86Monday, November 26, 12

Page 105: Phylogenomics and the diversity and the diversification of microbes

0

0.1250

0.2500

0.3750

0.5000

Alphapro

teobacteria

Betap

roteobacteria

Gamm

aproteobacteria

Epsilo

nproteobacteria

Deltapro

teobacteria

Cyanobacteria

Firmicutes

Actinobacteria

Chlorobi

CFB

Chloroflexi

Spirochaetes

Fusobacteria

Deinococcus-Th

ermus

Euryarchaeota

Crenarchaeota

Sargasso Phylotypes

Wei

ghte

d %

of C

lone

s

Major Phylogenetic Group

EFGEFTuHSP70RecARpoBrRNA

Shotgun Sequencing Allows Use of Other Markers

Venter et al., 2004

Cannot be done without good sampling of genomes

87Monday, November 26, 12

Page 106: Phylogenomics and the diversity and the diversification of microbes

0

0.1250

0.2500

0.3750

0.5000

Alphapro

teobacteria

Betap

roteobacteria

Gamm

aproteobacteria

Epsilo

nproteobacteria

Deltapro

teobacteria

Cyanobacteria

Firmicutes

Actinobacteria

Chlorobi

CFB

Chloroflexi

Spirochaetes

Fusobacteria

Deinococcus-Th

ermus

Euryarchaeota

Crenarchaeota

Sargasso Phylotypes

Wei

ghte

d %

of C

lone

s

Major Phylogenetic Group

EFGEFTuHSP70RecARpoBrRNA

Shotgun Sequencing Allows Use of Other Markers

Venter et al., 2004

GEBA Project improves metagenomic analysis, but only a little

88Monday, November 26, 12

Page 107: Phylogenomics and the diversity and the diversification of microbes

GEBA Future 1

Need to adapt genomic and metagenomic methods to make use of

GEBA data

89Monday, November 26, 12

Page 108: Phylogenomics and the diversity and the diversification of microbes

Ways to Make Better Use of GEBA Data

• Better phylogenetic methods for short reads• Rebuild protein family models• Need better phylogenies, including HGT• Improved tools for using distantly related

genomes in metagenomic analysis

Monday, November 26, 12

Page 109: Phylogenomics and the diversity and the diversification of microbes

GEBA Future 2

Need Experiments from Across the Tree of Life too

91Monday, November 26, 12

Page 110: Phylogenomics and the diversity and the diversification of microbes

Acidobacteria

Bacteroides

Fibrobacteres

Gemmimonas

Verrucomicrobia

Planctomycetes

Chloroflexi

Proteobacteria

Chlorobi

FirmicutesFusobacteria Actinobacteria

Cyanobacteria

Chlamydia

Spriochaetes

Deinococcus-Thermus

Aquificae

Thermotogae

TM6OS-K

Termite GroupOP8

Marine GroupAWS3

OP9

NKB19

OP3

OP10

TM7

OP1OP11

Nitrospira

SynergistesDeferribacteres

Thermudesulfobacteria

Chrysiogenetes

Thermomicrobia

Dictyoglomus

Coprothmermobacter

• At least 40 phyla of bacteria

As of 2002

Based on Hugenholtz, 2002 92

Monday, November 26, 12

Page 111: Phylogenomics and the diversity and the diversification of microbes

Acidobacteria

Bacteroides

Fibrobacteres

Gemmimonas

Verrucomicrobia

Planctomycetes

Chloroflexi

Proteobacteria

Chlorobi

FirmicutesFusobacteria Actinobacteria

Cyanobacteria

Chlamydia

Spriochaetes

Deinococcus-Thermus

Aquificae

Thermotogae

TM6OS-K

Termite GroupOP8

Marine GroupAWS3

OP9

NKB19

OP3

OP10

TM7

OP1OP11

Nitrospira

SynergistesDeferribacteres

Thermudesulfobacteria

Chrysiogenetes

Thermomicrobia

Dictyoglomus

Coprothmermobacter

• At least 40 phyla of bacteria

• Experimental studies are mostly from three phyla

As of 2002

Based on Hugenholtz, 2002 93

Monday, November 26, 12

Page 112: Phylogenomics and the diversity and the diversification of microbes

Acidobacteria

Bacteroides

Fibrobacteres

Gemmimonas

Verrucomicrobia

Planctomycetes

Chloroflexi

Proteobacteria

Chlorobi

FirmicutesFusobacteria Actinobacteria

Cyanobacteria

Chlamydia

Spriochaetes

Deinococcus-Thermus

Aquificae

Thermotogae

TM6OS-K

Termite GroupOP8

Marine GroupAWS3

OP9

NKB19

OP3

OP10

TM7

OP1OP11

Nitrospira

SynergistesDeferribacteres

Thermudesulfobacteria

Chrysiogenetes

Thermomicrobia

Dictyoglomus

Coprothmermobacter

• At least 40 phyla of bacteria

• Experimental studies are mostly from three phyla

• Some studies in other phyla

As of 2002

Based on Hugenholtz, 2002 94

Monday, November 26, 12

Page 113: Phylogenomics and the diversity and the diversification of microbes

Acidobacteria

Bacteroides

Fibrobacteres

Gemmimonas

Verrucomicrobia

Planctomycetes

Chloroflexi

Proteobacteria

Chlorobi

FirmicutesFusobacteria Actinobacteria

Cyanobacteria

Chlamydia

Spriochaetes

Deinococcus-Thermus

Aquificae

Thermotogae

TM6OS-K

Termite GroupOP8

Marine GroupAWS3

OP9

NKB19

OP3

OP10

TM7

OP1OP11

Nitrospira

SynergistesDeferribacteres

Thermudesulfobacteria

Chrysiogenetes

Thermomicrobia

Dictyoglomus

Coprothmermobacter

• At least 40 phyla of bacteria

• Genome sequences are mostly from three phyla

• Some other phyla are only sparsely sampled

• Same trend in Eukaryotes

As of 2002

Based on Hugenholtz, 2002 95

Monday, November 26, 12

Page 114: Phylogenomics and the diversity and the diversification of microbes

Acidobacteria

Bacteroides

Fibrobacteres

Gemmimonas

Verrucomicrobia

Planctomycetes

Chloroflexi

Proteobacteria

Chlorobi

FirmicutesFusobacteria Actinobacteria

Cyanobacteria

Chlamydia

Spriochaetes

Deinococcus-Thermus

Aquificae

Thermotogae

TM6OS-K

Termite GroupOP8

Marine GroupAWS3

OP9

NKB19

OP3

OP10

TM7

OP1OP11

Nitrospira

SynergistesDeferribacteres

Thermudesulfobacteria

Chrysiogenetes

Thermomicrobia

Dictyoglomus

Coprothmermobacter

• At least 40 phyla of bacteria

• Genome sequences are mostly from three phyla

• Some other phyla are only sparsely sampled

• Same trend in Viruses

As of 2002

Based on Hugenholtz, 2002 96

Monday, November 26, 12

Page 115: Phylogenomics and the diversity and the diversification of microbes

0.1

Acidobacteria

Bacteroides

Fibrobacteres

Gemmimonas

Verrucomicrobia

Planctomycetes

Chloroflexi

Proteobacteria

Chlorobi

FirmicutesFusobacteria Actinobacteria

Cyanobacteria

Chlamydia

Spriochaetes

Deinococcus-Thermus

Aquificae

Thermotogae

TM6OS-K

Termite GroupOP8

Marine GroupAWS3

OP9

NKB19

OP3

OP10

TM7

OP1OP11

Nitrospira

SynergistesDeferribacteres

Thermudesulfobacteria

Chrysiogenetes

Thermomicrobia

Dictyoglomus

Coprothmermobacter

Tree based on Hugenholtz (2002) with some modifications.

Need experimental studies from across the tree too

97Monday, November 26, 12

Page 116: Phylogenomics and the diversity and the diversification of microbes

0.1

Acidobacteria

Bacteroides

Fibrobacteres

Gemmimonas

Verrucomicrobia

Planctomycetes

Chloroflexi

Proteobacteria

Chlorobi

FirmicutesFusobacteria Actinobacteria

Cyanobacteria

Chlamydia

Spriochaetes

Deinococcus-Thermus

Aquificae

Thermotogae

TM6OS-K

Termite GroupOP8

Marine GroupAWS3

OP9

NKB19

OP3

OP10

TM7

OP1OP11

Nitrospira

SynergistesDeferribacteres

Thermudesulfobacteria

Chrysiogenetes

Thermomicrobia

Dictyoglomus

Coprothmermobacter

Tree based on Hugenholtz (2002) with some modifications.

Adopt a Microbe

98Monday, November 26, 12

Page 117: Phylogenomics and the diversity and the diversification of microbes

GEBA Future 3

We have still only scratched the surface of microbial diversity

99Monday, November 26, 12

Page 118: Phylogenomics and the diversity and the diversification of microbes

rRNA Tree of Life

Based on tree by

Norm Pace

100Monday, November 26, 12

Page 119: Phylogenomics and the diversity and the diversification of microbes

Phylogenetic Diversity: Sequenced Bacteria & Archaea

101Monday, November 26, 12

Page 120: Phylogenomics and the diversity and the diversification of microbes

Phylogenetic Diversity with GEBA

102Monday, November 26, 12

Page 121: Phylogenomics and the diversity and the diversification of microbes

Phylogenetic Diversity: Isolates

103Monday, November 26, 12

Page 122: Phylogenomics and the diversity and the diversification of microbes

Phylogenetic Diversity: All

104Monday, November 26, 12

Page 123: Phylogenomics and the diversity and the diversification of microbes

Acidobacteria

Bacteroides

Fibrobacteres

Gemmimonas

Verrucomicrobia

Planctomycetes

Chloroflexi

Proteobacteria

Chlorobi

FirmicutesFusobacteria Actinobacteria

Cyanobacteria

Chlamydia

Spriochaetes

Deinococcus-Thermus

Aquificae

Thermotogae

TM6OS-K

Termite GroupOP8

Marine GroupAWS3

OP9

NKB19

OP3

OP10

TM7

OP1OP11

Nitrospira

SynergistesDeferribacteres

Thermudesulfobacteria

Chrysiogenetes

Thermomicrobia

Dictyoglomus

Coprothmermobacter

• At least 40 phyla of bacteria

• Genome sequences are mostly from three phyla

• Most phyla with cultured species are sparsely sampled

• Lineages with no cultured taxa even more poorly sampled

Well sampled phylaPoorly sampledNo cultured taxa 105

Monday, November 26, 12

Page 124: Phylogenomics and the diversity and the diversification of microbes

Uncultured Lineages:Technical Approaches

• Get into culture• Enrichment cultures• If abundant in low diversity ecosystems• Flow sorting• Microbeads• Microfluidic sorting• Single cell amplification

106Monday, November 26, 12

Page 125: Phylogenomics and the diversity and the diversification of microbes

Conclusion

• Phylogenetic sampling of genomes improves our understanding of microbial diversity in many ways

• Still need– More biogeography– More phenotypic/experimental data– Deeper phylogenetic sampling

107Monday, November 26, 12

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108Monday, November 26, 12

Page 127: Phylogenomics and the diversity and the diversification of microbes

MICROBES

109Monday, November 26, 12

Page 128: Phylogenomics and the diversity and the diversification of microbes

A Happy Tree of Life

110Monday, November 26, 12